The Climate Futures Project

Unpacking 'Getting India to Net-Zero'

Unpacking 'Getting India to Net-Zero'

Key Highlights

Stated purpose
of the study
Key Merits Scope for improvement
The purpose of the study is to provide guidance and advice to India on the net-zero transition, by identifying the impacts and benefits of decarbonisation under various policy combinations and ambition levels and by considering the potential synergies and/or trade-offs between decarbonisation and development goals.
  • The study offers a detailed framework that integrates the economy, energy systems, and environment, showing interactions between different components.
  • The study highlights GDP and employment gains, trade balance improvements, and energy savings associated with the transition to net zero. It also acknowledges co-benefits such as air quality, biodiversity, health, and avoided damages.
  • The study’s scenarios were co-designed with local experts and benchmarked against India’s 2030 and 2070 climate targets, ensuring relevance to policymakers. The analysis goes beyond least-cost pathways to highlight economic opportunities and trade-offs arising from India’s decarbonisation.
  • There is limited transparency on both model inputs and outputs. Specific data sources and quantitative assumptions for technology costs, fossil fuel prices, and macroeconomic forecasts are not fully cited or made publicly accessible.
  • Regional/state-level granularity (which is critical for India) is limited.
  • Just transition aspects (e.g., social safety nets for affected workers) are noted but not quantitatively assessed. The analysis focuses on the socioeconomic costs of decarbonisation but does not quantify avoided climate damages (e.g., disaster costs) or health co-benefits (e.g., from reduced air pollution), which would strengthen the economic case for accelerated action.
  • The study presents results (GDP, jobs, emissions) as point estimates without sensitivity analyses. It also lacks explicit discussion of uncertainties in macroeconomic growth, technology costs, or global policy shifts, which could affect outcomes
  • The modelling horizon ends in 2060, which constrains assessment of a 2070 net-zero pathway

Model Assessment

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Model Assessment

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Transparency and credibility of inputs Appropriateness of model choice to research objective Assessment of scenario construction process Approach to uncertainty Transparency and validation of outputs
PARTIALLY ADEQUATE
INADEQUATE
PARTIALLY ADEQUATE
INADEQUATE
INADEQUATE

Data and data sources are

not transparently stated, where possible,

based on multiple corroborating sources

There is a brief description about the structure of the model, its inputs, policies, etc. However, the study does not include detailed descriptions of model structure, equations, or schematic figures, nor does it explicitly link the publicly available Model Manual.

The scenarios are well designed to address the research questions, and to assess short, medium and-long term impacts of decarbonisation policies.

The study does not transparently analyse or present uncertainties associated with key input assumptions. While the study includes limited qualitative discussion of broader contextual uncertainties , these are not systematically linked to variations in input assumptions, nor are they reflected through uncertainty bands or alternative input pathways in the figures or tables.

The study presents outputs transparently across key indicators. However, the linkages between specific input assumptions and quantitative outputs are not explicated. The model mechanics are referenced but not unpacked in relation to each result.

Data up-to-date, with the bounds of data availability constraints

The application of the model

consistent with its design and structure. Granular sectoral demand projections and assumptions around

technological changes are laid out in considerable detail.

The study notes that internal and local experts were involved in designing and reviewing scenarios, and the broader High-level Policy Commission1 included prominent policymakers. However, it does not explicitly state that Indian government policymakers directly co-developed or validated the scenarios.

The study does not discuss the model inputs or its causal mechanisms in detail. Additionally, the study is not reflective of the uncertainties of the modelled causal mechanisms or its consequences on the outputs.

The study acknowledges some modelling limitations, it does not reflect these uncertainties in the conclusions or policy recommendations.

Inputs justified through clear reasoning, particularly when based on projections. However, inputs not adequately reflect growing uncertainties over time.

The model is not equipped to evaluate the social impact of decarbonisation, or the effect of specific policies and policy challenges.

The report does not account for varying socio-economic pathways.

The model results are presented as single-point projections extending to 2060, with no time-varying confidence intervals or formal treatment of how uncertainty compounds in the long term.

The report does not clearly present

Validation of key outputs. While the study draws on literature and notes engagement with experts, these appear primarily to inform inputs and scenario framing rather than to validate model outputs.

Key Findings
Scenario: Baseline, 2030 Targets, 2070 Net Zero

Scenario

Baseline

2030 Targets

2070 Net Zero (balanced policy mix)

Accelerated Coal Phaseout

2050 Net Zero (balanced policy mix)

MACRO-STRUCTURAL VARIABLES (2060)

Annual GDP Growth (%)

6.28

6.28

6.28

6.28

6.28

GDP (2021 trillion USD)

NA

NA

NA

NA

NA

Population (billion)

NA

NA

NA

NA

NA

Urbanisation (%)

NA

NA

NA

NA

NA

Job Growth Outcome (additional jobs)

NA

NA

12 million

NA

13 million

GHG EMISSIONS

Peaking Year

NA

2030

2030

2025

2025

Emissions in Peaking Year (MtCO2e)

NA

4020

3530

3147

2988

Net Zero Year

NA

does not assume a net-zero target

2070

2065

2050

Energy Emissions in Net Zero Year (MtCO2e)

NA

NA

NA

NA

NA

Net Zero Year

NA

does not assume a net-zero target

2070

2065

2050

ENERGY AND ELECTRICITY (2060)

Primary Energy Demand (Mtoe)

1804

1602

1424

1424

1424

Installed Generation Capacity (GW)

2381

5710

7601

7520

7520

Electricity Demand (TWh)

8605

13181

15886

15803

15803

RE Share in Electricity Generation (%)

26%

77%

93%

93%

93%

COSTS AND INVESTMENTS (2060)

Energy Investment Required

NA

$5.6trn

$10.1trn

$10.4trn

$13.5trn

2. Gross domestic product (GDP) at constant market prices, rebased to 2010 constant prices and translated into US$ using the LCU:$ exchange rate in 2010 – from The Economist Intelligence Unit for 2020–50. Assumed 3% annual real GDP growth from 2050–70 (p. 43, 45, iii): 2020-2030: 5.8% ; 2030-2040: 5.1%; 2040-2050: 4.7%; 2050-2060: 3%; 2060-2070: 3%

3. Gross domestic product (GDP) at constant market prices, rebased to 2010 constant prices and translated into US$ using the LCU:$ exchange rate in 2010 – from The Economist Intelligence Unit for 2020–50. Assumed 3% annual real GDP growth from 2050–70 (p. 43, 45, iii): 2020-2030: 5.8% ; 2030-2040: 5.1%; 2040-2050: 4.7%; 2050-2060: 3%; 2060-2070: 3%

4. Based on Economist Intelligence Unit projection of $12.5 trillion by 2050 (Real GDP – USD at 2010 prices) and extrapolated to 2070 with 3 percent CAGR assumption. Real GDP growth rate assumption based on Economist Intelligence Unit (EIU) projection for 2020–30 is 5.8 percent, 2030–40 is 5.1 percent and 2040–50 is 4.7 percent. 2050–70 Real GDP growth rate has been assumed to be about 3 percent annually.

5. Based on Economist Intelligence Unit projection of $12.5 trillion by 2050 (Real GDP – USD at 2010 prices) and extrapolated to 2070 with 3 percent CAGR assumption. Real GDP growth rate assumption based on Economist Intelligence Unit (EIU) projection for 2020–30 is 5.8 percent, 2030–40 is 5.1 percent and 2040–50 is 4.7 percent. 2050–70 Real GDP growth rate has been assumed to be about 3 percent annually.

6. Note: India does not reach net-zero, “due to the residual emissions from agriculture and select industrial sectors (remaining emissions in 2070 of 1.8 and 0.4 GtCO2e in the LoS and Accelerated scenarios, respectively)” .However, coal emissions will reach net zero by 2070.

7. Note: India does not reach net-zero, “due to the residual emissions from agriculture and select industrial sectors (remaining emissions in 2070 of 1.8 and 0.4 GtCO2e in the LoS and Accelerated scenarios, respectively)” .However, coal emissions will reach net zero by 2050.

8. This is the primary energy supply.

9. This is the primary energy supply.

10. Power sector generation.

11. Power sector generation.

12. Since it is green hydrogen, the RE share here also includes green hydrogen.

13. Since it is green hydrogen, the RE share here also includes green hydrogen.

Interpretation of Model Results

DEVELOPMENT PATHWAY

The study provides limited coverage of macro-structural development assumptions (e.g., urbanisation, sectoral composition, demand drivers, and electrification) and therefore offers limited insight into how development patterns may evolve beyond the policy-ambition differences captured in the scenarios.

ENERGY TRANSITION PATHWAY

The study outlines broad sectoral energy and technology shifts under net-zero scenarios but provides limited discussion of system adequacy, enabling infrastructure, and the feasibility of key technologies and demand-side measures.

EMISSIONS

The study projects emissions outcomes through a mix of forward policy simulation and net-zero-constrained pathways, but focuses primarily on CO₂ emissions and provides limited detail on sectoral sources, drivers of emissions reductions, and the feasibility of key mitigation technologies.

INVESTMENTS

The study highlights the scale and direction of investment needs under net-zero pathways, but presents deterministic estimates without uncertainty analysis or sufficient detail on timing, financing instruments, sources, or distributional impacts.

EQUITY AND RESOURCE IMPACTS

The study acknowledges aggregate employment shifts and selected resource constraints but does not systematically analyse equity, informal economy dynamics, regional or socio-economic distributional impacts, or the broader natural resource implications of large-scale technology deployment.

ENERGY SECURITY

The study links net-zero pathways to reduced fossil fuel import dependence and improved energy security, but does not assess emerging import dependencies for clean energy technologies or examine how improved energy security translates into reliable and equitable energy access.

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